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Sugiyama N, Kinjo M, Jinno S, de Luise C, Morishima T, Higuchi T, Katayama K, Chen H, Nonnenmacher E, Hase R, Suzuki D, Tanaka Y, Setoguchi S. Validation of claims-based algorithms for rheumatoid arthritis in Japan: Results from the VALIDATE-J study. Int J Rheum Dis 2024; 27:e15001. [PMID: 38160436 DOI: 10.1111/1756-185x.15001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 11/01/2023] [Accepted: 11/26/2023] [Indexed: 01/03/2024]
Abstract
AIM Validity of Algorithms in Large Databases: Infectious Diseases, Rheumatoid Arthritis, and Tumor Evaluation in Japan (VALIDATE-J) study examined algorithms for identifying rheumatoid arthritis (RA) in Japanese claims data. METHODS VALIDATE-J was a multicenter, cross-sectional retrospective study. Disease-identifying algorithms were used to detect RA diagnosed between January 2012 and December 2016 using claims data from two Japanese hospitals. An RA diagnosis was confirmed using one of four gold standard definitions. Positive predictive values (PPVs) were calculated for prevalent (regardless of baseline RA-free period) and incident (preceded by a 12-month RA-free period) cases. RESULTS Of patients identified using claims-based algorithms, a random sample of 389 prevalent and 134 incident cases of RA were included. Cases identified by an RA diagnosis, no diagnosis of psoriasis, and treatment with any disease-modifying antirheumatic drugs (DMARDs) resulted in the highest PPVs versus other claims-based treatment categories (29.0%-88.3% [prevalent] and 41.0%-78.2% [incident]); cases identified by an RA diagnosis, no diagnosis of psoriasis, and glucocorticoid-only treatment had the lowest PPVs. Across claims-based algorithms, PPVs were highest when a physician diagnosis or decision by adjudicators (confirmed and probable cases) was used as the gold standard and were lowest when American College of Rheumatology/European Alliance of Associations for Rheumatology 2010 criteria were applied. PPVs of claims-based algorithms for RA in patients aged ≥66 years were slightly higher versus a USA Medicare population (maximum PPVs of 95.0% and 88.9%, respectively). CONCLUSION VALIDATE-J demonstrated high PPVs for most claims-based algorithms for diagnosis of prevalent and incident RA using Japanese claims data. These findings will help inform appropriate RA definitions for future claims database research in Japan.
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Affiliation(s)
- Naonobu Sugiyama
- Inflammation and Immunology, Medical Affairs, Pfizer Japan, Tokyo, Japan
| | - Mitsuyo Kinjo
- Division of Rheumatology, Okinawa Chubu Hospital, Uruma, Okinawa, Japan
| | - Sadao Jinno
- Section of Rheumatology, Kobe University School of Medicine, Kobe, Hyogo, Japan
| | - Cynthia de Luise
- Safety Surveillance Research, Pfizer Inc, New York, New York, USA
| | | | - Takakazu Higuchi
- Blood Transfusion Department, Dokkyo Medical University Saitama Medical Center, Koshigaya, Saitama, Japan
| | - Kayoko Katayama
- Cancer Prevention and Cancer Control Division, Kanagawa Cancer Center Research Institute, Yokohama, Kanagawa, Japan
| | - Haoqian Chen
- Center for Pharmacoepidemiology and Treatment Science, Rutgers Institute for Health, Health Care Policy and Aging Research, New Brunswick, New Jersey, USA
| | - Edward Nonnenmacher
- Center for Pharmacoepidemiology and Treatment Science, Rutgers Institute for Health, Health Care Policy and Aging Research, New Brunswick, New Jersey, USA
| | - Ryota Hase
- Department of Infectious Diseases, Kameda Medical Center, Kamogawa, Chiba, Japan
- Department of Infectious Diseases, Japanese Red Cross Narita Hospital, Narita, Chiba, Japan
| | - Daisuke Suzuki
- Department of Infectious Diseases, Fujita Health University, Toyoake, Aichi, Japan
| | - Yoshiya Tanaka
- First Department of Internal Medicine, University of Occupational and Environmental Health Japan, Kitakyushu, Fukuoka, Japan
| | - Soko Setoguchi
- Department of Infectious Diseases, Japanese Red Cross Narita Hospital, Narita, Chiba, Japan
- Department of Medicine, Rutgers Robert Wood Johnson Medical School and Institute for Health, Rutgers Biomedical and Health Science, New Brunswick, New Jersey, USA
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Bruno GM, Valentino MC, Brunetti A, Di Matteo S, Begovic I, Croce E, Sakellariou G, Bugatti S, Perotti P, Vecchio S, Migliazza S, Langella R, Colombo GL. Administrative Databases and Diagnostic Therapeutic and Assistance Paths -PDTA- in the Monitoring Treatment of Rheumatoid Arthritis: The Experience of ATS Pavia. Pragmat Obs Res 2023; 14:29-38. [PMID: 37155480 PMCID: PMC10122854 DOI: 10.2147/por.s399221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2022] [Accepted: 04/03/2023] [Indexed: 05/10/2023] Open
Abstract
Background The current flows of the SSN represent the set of interest whose interconnection alone justifies the current study. These flows can be interconnected with other sources, institutional or otherwise, in order to answer well-defined questions. Objective The objective of the study is to verify, through the analysis of administrative databases, any differences in the consumption of health resources between biological off-patent originator drugs and biosimilars in real clinical practice, with particular reference to the rheumatology area. Methods Through the use of assisted databases (BDA) of ATS Pavia we evaluated the differences in terms of consumption of health resources related to the different drugs under analysis. Annual and daily costs were calculated by total patient cost, stratified for different treatments, considering the sum of total costs for the prescriptions of drugs subject to the analysis. Another objective was to evaluate the adherence of the drugs of interest, by utilizing specific indicators (MPR). Results A total of 145 patients were analyzed. Among enrolled patients, 26.9% of users were treated with a biosimilar drug, while 73.1% with a biologic originator. Adherence is higher if it is considered the population treated with biosimilar drugs (82.1%). Total cost (including drug prescriptions, hospitalizations, outpatient services, tests for any cause) during the observation period of 1 year is 14,274.08. 87.7% of the total is attributable to drugs. Non-hospitalized patients are the least expensive, whether they were treated with biologics or biosimilars. Conclusion In our sample, biosimilar drugs tend to be underused: the treatment of a patient with a chronic autoimmune disease is a clinical process that involves many health professionals, and a criticality could also derive from the difficult communication between the various professional figures who get involved with the whole patient treatment.
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Affiliation(s)
- Giacomo M Bruno
- Department of Drug Sciences, Center of Pharmaceuticals Economics and Medical Technologies Evaluation, CEFAT.Unipv - University of Pavia at Centro di Ricerca SAVE Studi, Milano, Italy
- S.A.V.E. Research Center - Studi Analisi Valutazioni Economiche, Milano, Italy
- Correspondence: Giacomo M Bruno, Department of Drug Sciences, Center of Pharmaceuticals Economics and Medical Technologies Evaluation, CEFAT.Unipv - University of Pavia at Centro di Ricerca SAVE Studi, Milano, 20149, Italy, Email
| | | | - Alessandra Brunetti
- Research and Innovation Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Sergio Di Matteo
- S.A.V.E. Research Center - Studi Analisi Valutazioni Economiche, Milano, Italy
| | - Ivan Begovic
- S.A.V.E. Research Center - Studi Analisi Valutazioni Economiche, Milano, Italy
| | - Edoardo Croce
- Scientific Direction - IRCCS istituto Ortopedico Galeazzi, Milan, Italy
| | | | - Serena Bugatti
- Department of Internal Medicine and Therapeutics, Division of Rheumatology, University of Pavia, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
| | - Pietro Perotti
- U.O.C. Epidemiological Observatory – Health Protection Agency of Pavia (ATS Pavia), Pavia, Italy
| | - Silvia Vecchio
- U.O.C. Epidemiological Observatory – Health Protection Agency of Pavia (ATS Pavia), Pavia, Italy
| | - Simona Migliazza
- U.O.C. Epidemiological Observatory – Health Protection Agency of Pavia (ATS Pavia), Pavia, Italy
| | - Roberto Langella
- SIFO Regional Secretariat - Società Italiana di Farmacia Ospedaliera e dei Servizi Farmaceutici delle Aziende Sanitarie, Milano, Italy
| | - Giorgio L Colombo
- Department of Drug Sciences, Center of Pharmaceuticals Economics and Medical Technologies Evaluation, CEFAT.Unipv - University of Pavia at Centro di Ricerca SAVE Studi, Milano, Italy
- S.A.V.E. Research Center - Studi Analisi Valutazioni Economiche, Milano, Italy
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Paltta J, Heikkilä HK, Pirilä L, Eklund KK, Huhtakangas J, Isomäki P, Kaipiainen-Seppänen O, Kristiansson K, Havulinna AS, Sokka-Isler T, Palomäki A. The validity of rheumatoid arthritis diagnoses in Finnish biobanks. Scand J Rheumatol 2023; 52:1-9. [PMID: 34643165 DOI: 10.1080/03009742.2021.1967047] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
OBJECTIVE The aim of this study was to determine the validity of rheumatoid arthritis (RA) diagnoses in patients participating in Finnish biobanks. METHOD We reviewed the electronic medical records of 500 Finnish biobank participants: 125 patients with at least one visit with a diagnosis of seropositive RA, 125 patients with at least one visit with a diagnosis of seronegative RA, and 250 age- and gender-matched controls. The patients were chosen from five different biobank hospitals in Finland. A rheumatologist reviewed the medical records to assess whether each patients' diagnosis was correct. The diagnosis was compared with the diagnostic codes in the Finnish Care Register for Health Care (CRHC) and special reimbursement data of the Social Insurance Institution of Finland. RESULTS The positive predictive value (PPV) of CRHC diagnosis of RA (for seropositive and seronegative RA combined) was 0.82. For patients with a special reimbursement for anti-rheumatic medications for RA, the PPV was 0.89. The PPV was higher in patients with more than one visit. For one, two, five, and 10 visits, the PPV was 0.82, 0.85, 0.89, and 0.90, respectively, and for patients who also had the special reimbursement, the PPV was 0.89, 0.91, 0.93, and 0.94 for one, two, five, and 10 visits, respectively. In patients positive for anti-citrullinated protein antibodies, the PPV was 0.98. CONCLUSION These results demonstrate that the validity of RA diagnoses in Finnish biobanks was good and can be further improved by including data on special reimbursement for medication, number of visits, and serological data.
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Affiliation(s)
- J Paltta
- Centre for Rheumatology and Clinical Immunology, Division of Medicine, Turku University Hospital and University of Turku, Turku, Finland
| | - H-K Heikkilä
- Centre for Rheumatic Diseases, Tampere University Hospital, Tampere, Finland
| | - L Pirilä
- Centre for Rheumatology and Clinical Immunology, Division of Medicine, Turku University Hospital and University of Turku, Turku, Finland
| | - K K Eklund
- Department of Rheumatology, Helsinki University Hospital, University of Helsinki and Orton Orthopaedic Hospital, Helsinki, Finland
| | - J Huhtakangas
- Division of Rheumatology, Department of Internal Medicine, Oulu University Hospital and Medical Research Center Oulu, Oulu, Finland
| | - P Isomäki
- Centre for Rheumatic Diseases, Tampere University Hospital, Tampere, Finland.,Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | | | - K Kristiansson
- Department of Public Health Solutions, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - A S Havulinna
- Department of Public Health Solutions, Finnish Institute for Health and Welfare (THL), Helsinki, Finland.,Institute for Molecular Medicine Finland, FIMM, HiLIFE, University of Helsinki, Helsinki, Finland
| | - T Sokka-Isler
- Department of Medicine, Jyväskylä Central Hospital, Jyväskylä, Finland
| | - A Palomäki
- Centre for Rheumatology and Clinical Immunology, Division of Medicine, Turku University Hospital and University of Turku, Turku, Finland.,Institute for Molecular Medicine Finland, FIMM, HiLIFE, University of Helsinki, Helsinki, Finland
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- FinnGen members are listed in the Supplementary material
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Zanetti A, Zambon A, Scirè CA, Bortoluzzi A. Impact of rheumatoid arthritis and methotrexate on pregnancy outcomes: retrospective cohort study of the Italian Society for Rheumatology. RMD Open 2022; 8:rmdopen-2022-002412. [PMID: 36597979 DOI: 10.1136/rmdopen-2022-002412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Accepted: 11/02/2022] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVE To evaluate the impact of rheumatoid arthritis (RA) and methotrexate (MTX) on the probability of becoming pregnant, pregnancy losses, elective termination of pregnancy (TOP) and congenital malformations. METHODS A retrospective cohort study on administrative healthcare databases was conducted. Three patients' cohorts were enrolled among childbearing-age women. The first cohort included patients with RA starting MTX between July 2004 and December 2011. The second cohort included patients with RA without MTX treatment randomly selected from the same population (ratio 1:1). Finally, a cohort of subjects without RA was identified (ratio 1:4). Multivariate logistic regression models were implemented, ORs and 95% CI were reported. RESULTS The two matched RA cohorts included 3564 patients with MTX and without MTX. The cohort without RA included 14 256 subjects. In the three cohorts, the proportion of women achieving pregnancy during follow-up was 6.3%, 9.1% and 11.9%, respectively. Congenital malformations were very rare in all cohorts. RA women treated with MTX at any time before conception showed significantly higher risks of pregnancy losses than non-RA women (OR (95% CI) 2.22 (1.40 to 3.45)). We observed a significant positive relationship between the exposure to MTX in the 3 months window before conception and increased risk of elective TOP (OR (95% CI) 4.77 (1.08 to 19.40)). CONCLUSION MTX-treated patients appeared to be the cohort with the highest risk of pregnancy losses. The positive association with elective TOP and exposure to MTX in the three months window before conception in patients with RA reinforces the need for adequate preconception counselling to avoid unplanned pregnancies.
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Affiliation(s)
- Anna Zanetti
- Epidemiology Unit, Italian Society of Rheumatology, Milano, Italy.,Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Italy
| | - Antonella Zambon
- Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Italy.,IRCCS Istituto Auxologico Italiano, Biostatistics Unit, Milan, Italy
| | - Carlo Alberto Scirè
- Epidemiology Unit, Italian Society of Rheumatology, Milano, Italy .,School of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Alessandra Bortoluzzi
- Section of Rheumatology, Department of Medical Sciences, University of Ferrara, Ferrara, Italy
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Warren DK, Peacock KM, Nickel KB, Fraser VJ, Olsen MA. Postdischarge prophylactic antibiotics following mastectomy with and without breast reconstruction. Infect Control Hosp Epidemiol 2022; 43:1382-1388. [PMID: 34569458 PMCID: PMC8957624 DOI: 10.1017/ice.2021.400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
BACKGROUND Prophylactic antibiotics are commonly prescribed at discharge for mastectomy, despite guidelines recommending against this practice. We investigated factors associated with postdischarge prophylactic antibiotic use after mastectomy with and without immediate reconstruction and the impact on surgical-site infection (SSI). STUDY DESIGN We studied a cohort of women aged 18-64 years undergoing mastectomy between January 1, 2010, and June 30, 2015, using the MarketScan commercial database. Patients with nonsurgical perioperative infections were excluded. Postdischarge oral antibiotics were identified from outpatient drug claims. SSI was defined using International Classification of Diseases, Ninth Edition, Clinical Modification (ICD-9-CM) diagnosis codes. Generalized linear models were used to determine factors associated with postdischarge prophylactic antibiotic use and SSI. RESULTS The cohort included 38,793 procedures; 24,818 (64%) with immediate reconstruction. Prophylactic antibiotics were prescribed after discharge after 2,688 mastectomy-only procedures (19.2%) and 17,807 mastectomies with immediate reconstruction (71.8%). The 90-day incidence of SSI was 3.5% after mastectomy only and 8.8% after mastectomy with immediate reconstruction. Antibiotics with anti-methicillin-sensitive Staphylococcus aureus (MSSA) activity were associated with decreased SSI risk after mastectomy only (adjusted relative risk [aRR], 0.74; 95% confidence interval [CI], 0.55-0.99) and mastectomy with immediate reconstruction (aRR, 0.80; 95% CI, 0.73-0.88), respectively. The numbers needed to treat to prevent 1 additional SSI were 107 and 48, respectively. CONCLUSIONS Postdischarge prophylactic antibiotics were common after mastectomy. Anti-MSSA antibiotics were associated with decreased risk of SSI for patients who had mastectomy only and those who had mastectomy with immediate reconstruction. The high numbers needed to treat suggest that potential benefits of postdischarge antibiotics should be weighed against potential harms associated with antibiotic overuse.
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Affiliation(s)
- David K. Warren
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO, USA
| | - Kate M. Peacock
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO, USA
| | - Katelin B. Nickel
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO, USA
| | - Victoria J. Fraser
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO, USA
| | - Margaret A. Olsen
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO, USA
- Division of Public Health Sciences, Washington University School of Medicine, St. Louis, MO, USA
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Influence of initial glucocorticoid co-medication on mortality and hospitalization in early inflammatory arthritis: an investigation by record linkage of clinical and administrative databases. Arthritis Res Ther 2022; 24:144. [PMID: 35710524 PMCID: PMC9204953 DOI: 10.1186/s13075-022-02824-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Accepted: 05/21/2022] [Indexed: 12/03/2022] Open
Abstract
Background While low-dose oral glucocorticoids (GCs) are recommended in the management of early arthritis, their impact on mortality is unclear. The aim of this study is to evaluate the effect of GCs on mortality in patients with early arthritis, by linking clinical and administrative databases. Methods The study included patients with new-onset rheumatoid arthritis (RA) or undifferentiated arthritis (2005–2010), who received DMARDs (MTX in RA or UA with poor prognosis, hydroxychloroquine in UA) and were alive at the second year of follow-up. Low-dose GCs could be prescribed. Clinical and administrative data were linked from Administrative Health Databases (AHD) of the corresponding province, which provided us with information on drug delivery, comorbidities, hospitalization, and mortality. The effect of GCs in the first year was defined using a dichotomous variable or a 3-level categorization (not delivered, ≤7.5 mg/day, or >7.5 mg/day of prednisone) on all-cause mortality, assessed with Cox regression, either crude or adjusted for age, gender, Charlson Comorbidity Index (CCI) or single comorbidities, ACPA, HAQ, and MTX in the first year. A secondary analysis of the effect of GCs on related hospitalizations (for cardiovascular events, diabetes, serious infections, osteoporotic fractures) was also carried. Results Four hundred forty-nine patients were enrolled (mean age 58.59, RA 65.03%) of which 51 (11.36%) died during the study. The median (IQR) follow-up was equal to 103.91 (88.03–126.71) months. Treatments with GCs were formally prescribed to 198 patients (44.10%) at ≤7.5 mg/day, although by the end of the study such treatments were received by 257 patients (57.24%); 88 patients (19.6%) were treated with GCs at >7.5 mg/day. In adjusted analyses, the GC delivery (HR, 95% CI 1.35 (0.74, 2.47)) did not significantly predict mortality — both at a low (HR, 95% CI 1.41 (0.73, 2.71)) and at a high (HR, 95% CI 1.23 (0.52, 2.92)) dosage. When “all-cause hospitalization” was used as an outcome, the analysis did not show a difference between patients receiving GC and patients not receiving GC. Conclusion In patients with early inflammatory arthritis, the initial GC dose was higher than that prescribed by rheumatologists; however, on background treatment with DMARDs, GC treatments did not seem to increase mortality and hospitalizations. Supplementary Information The online version contains supplementary material available at 10.1186/s13075-022-02824-8.
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Bellan M, Scotti L, Ferrante D, Calzaducca E, Manfredi GF, Sainaghi PP, Barone-Adesi F. Risk of Severe Infection among Rheumatoid Arthritis Patients on Biological DMARDs: A Population-Based Cohort Study. J Clin Med 2022; 11:jcm11112955. [PMID: 35683344 PMCID: PMC9181346 DOI: 10.3390/jcm11112955] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Revised: 05/14/2022] [Accepted: 05/22/2022] [Indexed: 12/15/2022] Open
Abstract
Biological disease-modifying anti-rheumatic drugs (bDMARDs) are widely used for the management of rheumatoid arthritis, although their benefits are counterweight by an increased risk of infections. In the present study, we used administrative data to compare the risk of severe infections among different classes of bDMARDs. A retrospective cohort study was conducted using Administrative Health Databases of the Piedmont Region, Italy. Relevant data were obtained from: (1) the inhabitants registry, (2) hospital discharge records, and (3) the co-payment exemption registry and (4) drug claims registry. Fine and Gray competing risk models were fitted to evaluate the association between the use of different types of bDMARDs and occurrence of severe infection accounting for treatment interruption as competing risk. A total of 1780 new users of bDMARDs were identified. Among them, 50 hospitalizations for infection occurred during the study period. The use of Tocilizumab was associated with an increased risk of infection, compared to tumor necrosis factor (TNF) inhibitor drugs (sub-distribution hazard ratios-sHR: 2.510; 95% CI: 1.279–4.926), whereas no difference in the risk of severe infection was found for abatacept (sHR: 0.584; 95% CI: 0.234–1.457). bDMARDs treatment is generally safe in clinical practice with slight but important differences among classes. The increased risk of infection associated with tocilizumab use should be taken into account when balancing the risk and benefits of starting a treatment with this drug.
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Affiliation(s)
- Mattia Bellan
- Department of Translational Medicine (DiMet), Università del Piemonte Orientale (UPO), Via Solaroli 17, 28100 Novara, Italy; (M.B.); (L.S.); (D.F.); (E.C.); (G.F.M.); (F.B.-A.)
- Department of Internal Medicine and Rheumatology Unit, Azienda Ospedaliero-Universitaria Maggiore Della Carità, 28100 Novara, Italy
- Center for Translational Research on Autoimmune and Allergic Diseases (CAAD), Università del Piemonte Orientale (UPO), 28100 Novara, Italy
| | - Lorenza Scotti
- Department of Translational Medicine (DiMet), Università del Piemonte Orientale (UPO), Via Solaroli 17, 28100 Novara, Italy; (M.B.); (L.S.); (D.F.); (E.C.); (G.F.M.); (F.B.-A.)
| | - Daniela Ferrante
- Department of Translational Medicine (DiMet), Università del Piemonte Orientale (UPO), Via Solaroli 17, 28100 Novara, Italy; (M.B.); (L.S.); (D.F.); (E.C.); (G.F.M.); (F.B.-A.)
| | - Elisa Calzaducca
- Department of Translational Medicine (DiMet), Università del Piemonte Orientale (UPO), Via Solaroli 17, 28100 Novara, Italy; (M.B.); (L.S.); (D.F.); (E.C.); (G.F.M.); (F.B.-A.)
- Department of Internal Medicine and Rheumatology Unit, Azienda Ospedaliero-Universitaria Maggiore Della Carità, 28100 Novara, Italy
| | - Giulia Francesca Manfredi
- Department of Translational Medicine (DiMet), Università del Piemonte Orientale (UPO), Via Solaroli 17, 28100 Novara, Italy; (M.B.); (L.S.); (D.F.); (E.C.); (G.F.M.); (F.B.-A.)
- Department of Internal Medicine and Rheumatology Unit, Azienda Ospedaliero-Universitaria Maggiore Della Carità, 28100 Novara, Italy
| | - Pier Paolo Sainaghi
- Department of Translational Medicine (DiMet), Università del Piemonte Orientale (UPO), Via Solaroli 17, 28100 Novara, Italy; (M.B.); (L.S.); (D.F.); (E.C.); (G.F.M.); (F.B.-A.)
- Department of Internal Medicine and Rheumatology Unit, Azienda Ospedaliero-Universitaria Maggiore Della Carità, 28100 Novara, Italy
- Center for Translational Research on Autoimmune and Allergic Diseases (CAAD), Università del Piemonte Orientale (UPO), 28100 Novara, Italy
- Correspondence: ; Tel.: +39-0321-3737512
| | - Francesco Barone-Adesi
- Department of Translational Medicine (DiMet), Università del Piemonte Orientale (UPO), Via Solaroli 17, 28100 Novara, Italy; (M.B.); (L.S.); (D.F.); (E.C.); (G.F.M.); (F.B.-A.)
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8
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Carrara G, Argnani L, Zanetti A, Zabotti A, Silvagni E, Sebastiani GD, Sebastiani M, Scirè CA. Persistence of bDMARD therapy in Rheumatoid Arthritis after first-line TNF-inhibitor failure: the RECORD study of the Italian Society for Rheumatology. Scand J Rheumatol 2022; 51:363-367. [PMID: 35023421 DOI: 10.1080/03009742.2021.2003033] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
OBJECTIVE The optimal choice of a second biological disease-modifying anti-rheumatic drug (bDMARD) after failure with first line tumour necrosis factor inhibitor (TNFi) represents a critical therapeutic challenge. This study aims to evaluate the persistence with treatment using second line bDMARDs with different mechanisms of action in rheumatoid arthritis (RA) patients with inadequate response to first line TNFi. METHOD A retrospective cohort study on administrative healthcare databases was conducted. We analysed the relationship between different bDMARDs and persistence with treatment in RA patients who started second line bDMARD therapy according to two different strategies: cycling (second TNFi) or switching [change in mechanism of action: abatacept (ABA), tocilizumab (TCZ), and rituximab (RTX)] with or without concomitant conventional synthetic (cs) DMARDs. RESULTS The cohort comprised 1434 patients. The mean age was 53.8 years and 1142 (79.6%) were women. Among second line bDMARDs, 969 patients (67.6%) started TNFi, 204 (14.2%) ABA, 145 (10.1%) RTX, and 116 (8.1%) TCZ. A bDMARD was prescribed as monotherapy in 359 patients (25.0%). The switching strategy showed a lower overall discontinuation rate [hazard ratio (HR) 0.72], while switching compared to cycling showed significantly better survival for ABA (HR 0.61) and RTX (HR 0.76), but no significant difference for TCZ (HR 0.82). A lower impact of better drug survival in the switching strategy occurred in patients with concurrent methotrexate. CONCLUSIONS Among RA patients failing a first TNFi, switching is associated with marginally better persistence, in particular for ABA and RTX, with only marginal differences in patients on concurrent csDMARDs.
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Affiliation(s)
- G Carrara
- Epidemiology Research Unit, Italian Society for Rheumatology, Milan, Italy
| | - L Argnani
- Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, Bologna, Italy
| | - A Zanetti
- Epidemiology Research Unit, Italian Society for Rheumatology, Milan, Italy.,Department of Statistics and Quantitative Methods, Division of Biostatistics, Epidemiology and Public Health, University of Milano-Bicocca, Milan, Italy
| | - A Zabotti
- Rheumatology Clinic, Department of Medicine, University of Udine, Udine, Italy
| | - E Silvagni
- Rheumatology Unit, University of Ferrara and Azienda Ospedaliero-Universitaria S. Anna, Cona, Italy
| | - G D Sebastiani
- Rheumatology Unit, San Camillo-Forlanini Hospital, Rome, Italy
| | - M Sebastiani
- Rheumatology Unit, University of Modena and Reggio Emilia, Modena, Italy
| | - C A Scirè
- Epidemiology Research Unit, Italian Society for Rheumatology, Milan, Italy.,School of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
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Argnani L, Zanetti A, Carrara G, Silvagni E, Guerrini G, Zambon A, Scirè CA. Rheumatoid Arthritis and Cardiovascular Risk: Retrospective Matched-Cohort Analysis Based on the RECORD Study of the Italian Society for Rheumatology. Front Med (Lausanne) 2021; 8:745601. [PMID: 34676228 PMCID: PMC8523847 DOI: 10.3389/fmed.2021.745601] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Accepted: 09/06/2021] [Indexed: 12/28/2022] Open
Abstract
Background: Rheumatoid arthritis (RA) is associated with an increase in cardiovascular (CV) risk. This issue maybe not only explained by a genetic component, as well as by the traditional CV risk factors, but also by an underestimation and undertreatment of concomitant CV comorbidities. Method: This was a retrospective matched-cohort analysis in the Italian RA real-world population based on the healthcare-administrative databases to assess the CV risk factors and incidence of CV events in comparison with the general population. Persistence and adherence to the CV therapy were also evaluated in both groups. Results: In a RA cohort (N = 21,201), there was a greater prevalence of hypertension and diabetes with respect to the non-RA subjects (N = 249,156) (36.9 vs. 33.4% and 10.2 vs. 9.6%, respectively), while dyslipidemia was more frequent in the non-RA group (15.4 vs. 16.5%). Compared with a non-RA cohort, the patients with RA had a higher incidence of atrial fibrillation (incidence rate ratio, IRR 1.28), heart failure (IRR 1.53), stroke (IRR 1.19), and myocardial infarction (IRR 1.48). The patients with RA presented a significantly lower persistence rate to glucose-lowering and lipid-lowering therapies than the controls (odds ratio, OR 0.73 [95% CI 0.6–0.8] and OR 0.82 [0.8–0.9], respectively). The difference in the adherence to glucose-lowering therapy was significant (OR 0.7 [0.6–0.8]), conversely no statistically significant differences emerged regarding the adherence to lipid-lowering therapy (OR 0.89 [95% CI 0.8–1.0]) and anti-hypertensive therapy (OR 0.96 [95% CI 0.9–1.0]). Conclusion: The patients with RA have a higher risk of developing CV events compared with the general population, partially explained by the excess and undertreatment of CV risk factors.
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Affiliation(s)
- Lisa Argnani
- Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, Bologna, Italy
| | - Anna Zanetti
- Epidemiology Unit, Italian Society for Rheumatology, Milan, Italy.,Department of Statistics and Quantitative Methods, Division of Biostatistics, Epidemiology and Public Health, University of Milano-Bicocca, Milan, Italy
| | - Greta Carrara
- Epidemiology Unit, Italian Society for Rheumatology, Milan, Italy
| | - Ettore Silvagni
- Rheumatology Unit, Department of Medical Sciences, University of Ferrara and Azienda Ospedaliero-Universitaria S.Anna, Cona, Italy
| | - Giulio Guerrini
- Biomedical and Biotechnological Science at Department of Life Sciences and Biotechnology, University of Ferrara, Ferrara, Italy.,Internal Medicine, State Hospital, Borgo Maggiore, San Marino
| | - Antonella Zambon
- Department of Statistics and Quantitative Methods, Division of Biostatistics, Epidemiology and Public Health, University of Milano-Bicocca, Milan, Italy
| | - Carlo Alberto Scirè
- Epidemiology Unit, Italian Society for Rheumatology, Milan, Italy.,School of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
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Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases. Sci Rep 2021; 11:20314. [PMID: 34645838 PMCID: PMC8514437 DOI: 10.1038/s41598-021-98321-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Accepted: 08/23/2021] [Indexed: 12/14/2022] Open
Abstract
Validation of algorithms for selecting patients from healthcare administrative databases (HAD) is recommended. This PATHFINDER study section is aimed at testing algorithms to select rheumatoid arthritis (RA) patients from Tuscan HAD (THAD) and assessing RA diagnosis time interval between the medical chart date and that of THAD. A population was extracted from THAD. The information of the medical charts at the Rheumatology Unit of Pisa University Hospital represented the reference. We included first ever users of biologic disease modifying anti-rheumatic drugs (bDMARDs) between 2014 and 2016 (index date) with at least a specialist visit at the Rheumatology Unit of the Pisa University Hospital recorded from 2013 to the index date. Out of these, we tested four index tests (algorithms): (1) RA according to hospital discharge records or emergency department admissions (ICD-9 code, 714*); (2) RA according to exemption code from co-payment (006); (3) RA according to hospital discharge records or emergency department admissions AND RA according to exemption code from co-payment; (4) RA according to hospital discharge records or emergency department admissions OR RA according to exemption code from co-payment. We estimated sensitivity, specificity, positive and negative predicted values (PPV and NPV) with 95% confidence interval (95% CI) and the RA diagnosis median time interval (interquartile range, IQR). Two sensitivity analyses were performed. Among 277 reference patients, 103 had RA. The fourth algorithm identified 96 true RA patients, PPV 0.78 (95% CI 0.70-0.85), sensitivity 0.93 (95% CI 0.86-0.97), specificity 0.84 (95% CI 0.78-0.90), and NPV 0.95 (95% CI 0.91-0.98). The sensitivity analyses confirmed performance. The time measured between the actual RA diagnosis date recorded in medical charts and that assumed in THAD was 2.2 years (IQR 0.5-8.4). In conclusion, this validation showed the fourth algorithm as the best. The time interval elapsed between the actual RA diagnosis date in medical charts and that extrapolated from THAD has to be considered in the design of future studies.
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Baviera M, Cioffi G, Colacioppo P, Tettamanti M, Fortino I, Roncaglioni MC. Temporal trends from 2005 to 2018 in deaths and cardiovascular events in subjects with newly diagnosed rheumatoid arthritis. Intern Emerg Med 2021; 16:1467-1475. [PMID: 33386606 DOI: 10.1007/s11739-020-02581-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Accepted: 11/20/2020] [Indexed: 10/22/2022]
Abstract
Although rheumatoid arthritis (RA) is associated with an increased risk of death and cardiovascular (CV) disease, the excess of these risks is expected to have diminished over time, in more recent incident cohorts with RA. We analysed the risk of all-cause death, stroke, and myocardial infarction as primary outcomes and all CV events as secondary outcomes in RA subjects compared to the general population, from 2005 to 2018. The risk outcomes were also evaluated in relation to the time since RA diagnosis. We conducted a cohort study using linkable administrative healthcare databases of the Lombardy Region, Northern Italy. Analyses included subjects newly diagnosed RA subjects and a random sample of No-RA subjects. An adjusted Cox proportional hazard regression model was used to calculate hazard ratios and 95% CIs for all outcomes. The study population comprised 16,047 RA subjects and 500,000 without RA. The risks of dying (HR 1.22, 95% CI 1.15-1.30), stroke (HR 1.39, 95% CI 1.22-1.58), myocardial infarction (HR 2.00, 95% CI 1.78-2.26) were significantly higher in the RA cohort, as were those that for secondary outcomes. Differences between RA and No-RA already emerged during the first five years after diagnosis. Risk patterns remained statistically significant during the next 5 years or more. Subjects with RA still have a higher risk of death and worse CV outcomes than the general population, appearing early and not decreasing with time. Preventive interventions are urgently needed.
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Affiliation(s)
- Marta Baviera
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Via Mario Negri 2, 20156, Milan, Italy.
| | - Giovanni Cioffi
- Rheumatology Section, Department of Medicine, University of Verona and Azienda Ospedaliera Universitaria Integrata of Verona, Verona, Italy
- Division of Cardiac Rehabilitation, S. Pancrazio Hospital, Arco, Trento, Italy
| | - Pierluca Colacioppo
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Via Mario Negri 2, 20156, Milan, Italy
| | - Mauro Tettamanti
- Laboratory of Geriatric Neuropsychiatry, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Ida Fortino
- Regional Health Ministry, Lombardy Region, Milan, Italy
| | - Maria Carla Roncaglioni
- Laboratory of Cardiovascular Prevention, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Via Mario Negri 2, 20156, Milan, Italy
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12
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Morid MA, Lau M, Del Fiol G. Predictive analytics for step-up therapy: Supervised or semi-supervised learning? J Biomed Inform 2021; 119:103842. [PMID: 34146718 DOI: 10.1016/j.jbi.2021.103842] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 06/11/2021] [Accepted: 06/14/2021] [Indexed: 01/01/2023]
Abstract
BACKGROUND Step-up therapy is a patient management approach that aims to balance the efficacy, costs and risks posed by different lines of medications. While the initiation of first line medications is a straightforward decision, stepping-up a patient to the next treatment line is often more challenging and difficult to predict. By identifying patients who are likely to move to the next line of therapy, prediction models could be used to help healthcare organizations with resource planning and chronic disease management. OBJECTIVE To compared supervised learning versus semi-supervised learning to predict which rheumatoid arthritis patients will move from the first line of therapy (i.e., conventional synthetic disease-modifying antirheumatic drugs) to the next line of therapy (i.e., disease-modifying antirheumatic drugs or targeted synthetic disease-modifying antirheumatic drugs) within one year. MATERIALS AND METHODS Five groups of features were extracted from an administrative claims database: demographics, medications, diagnoses, provider characteristics, and procedures. Then, a variety of supervised and semi-supervised learning methods were implemented to identify the most optimal method of each approach and assess the contribution of each feature group. Finally, error analysis was conducted to understand the behavior of misclassified patients. RESULTS XGBoost yielded the highest F-measure (42%) among the supervised approaches and one-class support vector machine achieved the highest F-measure (65%) among the semi-supervised approaches. The semi-supervised approach had significantly higher F-measure (65% vs. 42%; p < 0.01), precision (51% vs. 33%; p < 0.01), and recall (89% vs. 59%; p < 0.01) than the supervised approach. Excluding demographic, drug, diagnosis, provider, and procedure features reduced theF-measure from 65% to 61%, 57%, 54%, 51% and 49% respectively (p < 0.01). The error analysis showed that a substantial portion of false positive patients will change their line of therapy shortly after the prediction period. CONCLUSION This study showed that supervised learning approaches are not an optimal option for a difficult clinical decision regarding step-up therapy. More specifically, negative class labels in step-up therapy data are not a robust ground truth, because the costs and risks associated with higher line of therapy impact objective decision making of patients and providers. The proposed semi-supervised learning approach can be applied to other step-up therapy applications.
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Affiliation(s)
- Mohammad Amin Morid
- Department of Information Systems and Analytics, Leavey School of Business, Santa Clara University, Santa Clara, CA, United States.
| | - Michael Lau
- Advanced Analytics, Gilead Sciences, San Francisco, CA, United States
| | - Guilherme Del Fiol
- Department of Biomedical Informatics, University of Utah, Salt Lake City, UT, United States
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13
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Angelici L, Addis A, Agabiti N, Kirchmayer U, Davoli M, Belleudi V. Determinants of first-line biological treatment in patients with rheumatoid arthritis: Results from an observational study. Medicine (Baltimore) 2021; 100:e25943. [PMID: 34106665 PMCID: PMC8133095 DOI: 10.1097/md.0000000000025943] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 04/26/2021] [Indexed: 12/29/2022] Open
Abstract
Guidelines for the treatment of rheumatoid arthritis (RA) recommend the use of conventional synthetic disease modifying anti-rheumatic drugs (cs-DMARDs) at the onset of the disease and only in the case of therapeutic failure, the addition of a biological drug (b-DMARD) is suggested.The study aimed to evaluate determinants for first-line biological treatment in patients with RA in clinical practice.A cohort of patients with RA, resident in Lazio, a central Italian Region, where Rome is located, and with at least one disease modifying anti-rheumatic drugs (DMARD) prescription between 2010 and 2016 was selected using health information systems linkable with each other by an individual unique anonymous identifier. In particular RA cohort was defined retrieving all patients with at least a RA disease code in regional data claims (hospital discharge, exemption code, emergency department access, or therapeutic plan). Only new users were included and the first-line treatment was identified: cs-DMARD or b-DMARD.Descriptive analysis according to type of DMARD treatment was performed. Through multivariate logistic regression models (odds ratio [OR]; confidence interval [CI95%]) determinants of therapy such as age, comorbidity, and comedication were investigated.Finally, switching during the first year of treatment from cs-DAMARDs to b-DMARDs was analyzed.DMARD-new users with RA were 5641; 7.1% of them with b-DMARD as first-line treatment. Considering the year of dispensing, this percentage ranged from 4.9% (2011) to 8.2% (2015). Among cs-DMARD the most prescribed active agent was methotrexate (59.3%), while among b-DMARD it was etarnecept (37.0%), followed by adalimumab (21.2%). The average age of the cohort was 54 years with 77% of women. Determinants of first-line b-DMARD use were: age (OR<30vs>65 = 3.7; 2.6-5.2, OR[30-45)vs>65 = 1.7; 1.2-2.4, OR[45-55)vs>65 = 1.6; 1.1-2.4, OR[55-65)vs>65 = 1.2; 0.8-1.7), cancers (OR = 2.3; 1.3-4.2), cardio-cerebrovascular disease (OR = 1.4; 1.0-1.9), use of non-steroidal anti-inflammatory drugs (NSAIDs) (OR = 0.6; 0.4-0.7) and corticosteroids (OR = 0.6; 0.5-0.7) in the 6 months preceding diagnosis.In the first year of treatment, we observed a percentage of switch from cs-DMARDs to b-DMARDs of 7.9%.In clinical practice, about 7% of patients with RA are prescribed with a b-DMARD as first-line treatment. This therapeutic option, even if not supported by guide lines, is mostly link to younger age and clinical profile of the patients.
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14
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Degli Esposti L, Perrone V, Sangiorgi D, Sinigaglia L. Assessment of patients affected by rheumatoid arthritis eligible for biotechnological agents and evaluation of their healthcare resource utilization and related costs. Reumatismo 2021; 73:5-14. [PMID: 33874642 DOI: 10.4081/reumatismo.2021.1329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2020] [Accepted: 02/15/2021] [Indexed: 11/23/2022] Open
Abstract
OBJECTIVE To provide estimates of patients with rheumatoid arthritis (RA) eligible for biotechnological therapy and to evaluate their healthcare costs. METHOD An observational analysis was performed based on data-linkage between administrative databases of selected Italian Regional/Local healthcare departments. Data were then re-proportioned to the Italian population. Patients with RA diagnosis defined by discharge diagnosis and/or exemption code during 01/01/2013- 31/12/2017 were included. The criteria applied to evaluate the elegibility for biotechnological therapy were: 1) methotrexate (MTX)-treatment failure ≥6 months and start of a different conventional-synthetic diseasemodifying antirheumatic drugs (csDMARD); 2) corticosteroid ≥6 months with dosage ≥7.5 mg/die; 3) MTX-contraindication (therapy or hospitalization for renal damage/interstizial lung disease/hepatic failure). Mean annual costs per patient included drugs, hospitalizations, outpatient services. RESULTS Data re-proportioned to the Italian population estimated 318,328 RA patients: 43,361 with, 274,967 without biotechnological agents. Among the latter, 26,487(9.6%) patients met ≥1 criteria applied for eligibility: 1,896 had MTX-treatment failure and started another csDMARD; 15,833 received corticosteroid ≥7.5 mg/die; 7,788 had MTX-contraindication. Regarding patients fulfilling two criteria, 107 had MTX-treatment failure followed by another csDMARDs and corticosteroid ≥7.5 mg/die, 53 were treated with another csDMARDs after MTX-treatment failure and also presented MTX-contraindication, 810 had corticosteroid ≥7.5 mg/die and MTX-contraindication. Mean total annual costs for patients estimated eligible for biotechnological therapy was € 3,132, of which € 177 related to drugs indicated for RA and € 2,955 related to other direct costs. CONCLUSIONS According to our estimates, around 10% RA patients not currently treated with biotechnological agents are eligible for such therapies, highlighting a trend of under-use in clinical practice for RA management.
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Affiliation(s)
- L Degli Esposti
- Clicon S.r.l., Health Economics and Outcomes Research, Bologna.
| | - V Perrone
- Clicon S.r.l., Health Economics and Outcomes Research, Bologna.
| | - D Sangiorgi
- Clicon S.r.l., Health Economics and Outcomes Research, Bologna.
| | - L Sinigaglia
- Department of Rheumatology, Gaetano Pini Institute, Milan.
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15
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D'Amico ME, Silvagni E, Carrara G, Zanetti A, Govoni M, Scirè CA, Bortoluzzi A. Role of comorbidities on therapeutic persistence of biological agents in rheumatoid arthritis: results from the RECord-linkage On Rheumatic Disease study on administrative healthcare databases. Scand J Rheumatol 2021; 50:333-342. [PMID: 33660559 DOI: 10.1080/03009742.2020.1855365] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Objectives: This study aimed to evaluate the impact of different comorbidities on thereflecting its safety profile persistence of biological disease-modifying anti-rheumatic drugs (bDMARDs) in rheumatoid arthritis (RA), taking advantage of a retrospective analysis of administrative healthcare databases (AHDs).Method: A retrospective observational study was conducted on AHDs of the Lombardy region, Italy (2004-2013). Among RA patients treated with bDMARDs, drug survival was estimated using Cox proportional hazard models [hazard ratio (HR), 95% confidence interval (CI)], crude and adjusted for prespecified confounders (gender, age, disease duration, concomitant use of non-steroidal anti-inflammatory drugs, glucocorticoids, conventional DMARDs, specific bDMARDs), in first-line and subsequent lines of treatment. The role of comorbidities in administration of specific bDMARDs was analysed through multinomial logistic models.Results: The study included 4657 RA patients. In the first-line treatment strategy, the Charlson Comorbidity Index (CCI) (RA excluded) was significantly associated with an increased rate of bDMARD failure (CCI = 1: HR 1.28, 95% CI 1.13-1.46; CCI ≥ 2: HR 1.26, 95% CI 1.03-1.53). Among selected comorbidities, chronic obstructive pulmonary disease (HR 1.38, 95% CI 1.01-1.91), diabetes (HR 1.18, 95% CI 1.01-1.37), and previous-year bacterial infections (HR 1.18, 95% CI 1.07-1.30) were slightly associated with risk of bDMARD failure, while acute myocardial infarction (HR 1.30, 95% CI 0.97-1.75), mild liver disease (HR 1.21, 95% CI 0.91-1.60), and solid tumours (HR 1.19, 95% CI 0.93-1.53) were not. In the following treatment lines, neoplasms were associated with reduced risk of failure (HR 0.64, 95% CI 0.41-0.99). Multiple comorbidities were associated with first-line abatacept and rituximab administration.Conclusions: Comorbidities affect treatment decisions in RA and influence bDMARD failure, and should be considered when analysing the persistence of biological therapy.
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Affiliation(s)
- M E D'Amico
- Rheumatology Unit, Department of Medical Sciences, University of Ferrara, Cona (Ferrara), Italy
| | - E Silvagni
- Rheumatology Unit, Department of Medical Sciences, University of Ferrara, Cona (Ferrara), Italy
| | - G Carrara
- Epidemiology Unit, Italian Society for Rheumatology, Milan, Italy
| | - A Zanetti
- Epidemiology Unit, Italian Society for Rheumatology, Milan, Italy.,Department of Statistics and Quantitative Methods, Division of Biostatistics, Epidemiology and Public Health, University of Milano-Bicocca, Milan, Italy
| | - M Govoni
- Rheumatology Unit, Department of Medical Sciences, University of Ferrara, Cona (Ferrara), Italy
| | - C A Scirè
- Rheumatology Unit, Department of Medical Sciences, University of Ferrara, Cona (Ferrara), Italy.,Epidemiology Unit, Italian Society for Rheumatology, Milan, Italy
| | - A Bortoluzzi
- Rheumatology Unit, Department of Medical Sciences, University of Ferrara, Cona (Ferrara), Italy
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Bortoluzzi A, Andreoli L, Carrara G, Ramoni V, Rumi F, Padovan M, Govoni M, Tincani A, Scirè ACA. Improved Pregnancy Outcome in Patients With Rheumatoid Arthritis Who Followed an Ideal Clinical Pathway. Arthritis Care Res (Hoboken) 2021; 73:166-172. [PMID: 31912644 DOI: 10.1002/acr.24116] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 11/26/2019] [Indexed: 12/22/2022]
Abstract
OBJECTIVE To assess the effect of optimal management of pregnancy on a composite outcome of miscarriage and complicated birth among women with rheumatoid arthritis (RA). METHODS Data were extracted from health care databases of the Lombardy Region, Italy (2004-2013) as a part of the Record-Linkage on Rheumatic Diseases Study. Analyses included women with RA identified through a copayment exemption code (International Classification of Diseases, Ninth Revision, Clinical Modification code 714.0) and controls from the general population, ages 18-50 years. Seven health care quality indicators (HCQI) were constructed and summarized in 3 pathway indicators: diagnostic, therapeutic, and prenatal follow-up. Complicated birth or miscarriage were used to identify the adverse pregnancy outcome (APO). The relationship between HCQI and APO was analyzed using logistic models, and the results were presented as odds ratios (ORs) and 95% confidence intervals (95% CIs). RESULTS Data from the study cohort included the first pregnancy observed in 443 patients with RA compared with 6,097 women belonging to the general population. In the RA population, patients who followed the 3 pathway indicators had a reduced risk of overall APO, with an OR of 0.60 (95% CI 0.39-0.94), and reduced risk of miscarriage/perinatal death, with an OR of 0.40 (95% CI 0.24-0.69), compared to those who did not follow the pathway indicators. Compared with the general population, patients with RA who met all HCQI during pregnancy displayed a risk of APO with an OR of 0.92 (95% CI 0.61-1.38) and miscarriage/perinatal death with an OR of 0.77 (95% CI 0.47-1.29). CONCLUSION The adherence to an ideal clinical pathway of pregnancy management in women with RA restored the risk of APO to that expected for the general population.
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Affiliation(s)
| | | | | | - Véronique Ramoni
- Istituto di Ricovero e Cura a Carattere Scientifico San Matteo Foundation, Pavia, Italy
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17
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Lee H, Tedeschi SK, Chen SK, Monach PA, Kim E, Liu J, Pethoe-Schramm A, Yau V, Kim SC. Identification of Acute Giant Cell Arteritis in Real-World Data Using Administrative Claims-Based Algorithms. ACR Open Rheumatol 2021; 3:72-78. [PMID: 33491920 PMCID: PMC7882520 DOI: 10.1002/acr2.11218] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 12/03/2020] [Indexed: 12/28/2022] Open
Abstract
Objective The objective of this study was to validate claims‐based algorithms for identifying acute giant cell arteritis (GCA) that will help generate real‐world evidence on comparative effectiveness research and epidemiologic studies. Among patients identified by the GCA algorithm, we further investigated whether GCA flares could be detected by using claims data. Methods We developed five claims‐based algorithms based on a combination of International Classification of Diseases, Ninth Revision (ICD‐9) diagnosis codes, specialist visits, and dispensed medications using Medicare Parts A, B, and D linked to electronic medical records (2006‐2014). Acute cases of GCA were determined by chart review using the treating physician’s diagnosis of GCA as the gold standard. Among the patients identified with acute GCA, we assessed if a GCA flare occurred during the year after initial diagnosis. Results The number of patients identified by each algorithm ranged from 220 to 896. Positive predictive values (PPVs) of the algorithms ranged from 60.7% to 84.8%. Requirement for disease‐specific workups, multiple diagnosis codes, or specialist visits improved the PPVs. The highest PPV (84.8%) was noted in an algorithm that required two or more diagnosis codes of GCA from inpatient, emergency department, or outpatient rheumatology visits plus a prednisone‐equivalent dose greater than or equal to 40 mg/day occurring 14 days before or after the second ICD‐9 diagnosis date, with the cumulative days’ supply greater than or equal to 14 days. Among patients identified as having GCA, 18.2% of patients had definite evidence of a flare and 25% had a potential flare. Conclusion A claims‐based algorithm requiring two or more ICD‐9 diagnosis codes from inpatient, emergency department, or outpatient rheumatology visits and high‐dose glucocorticoid dispensing can be a useful tool to identify acute GCA cases in large administrative claims databases.
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Affiliation(s)
- Hemin Lee
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Sara K Tedeschi
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Sarah K Chen
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Paul A Monach
- Brigham and Women's Hospital, Harvard Medical School, and US Department of Veterans Affairs Boston Healthcare System, Boston, Massachusetts
| | - Erin Kim
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Jun Liu
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | | | | | - Seoyoung C Kim
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
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18
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Ciaffi J, Morabito MF, Ruscitti P, D'Angelo S, Mancarella L, Brusi V, Abignano G, Pucino V, Giacomelli R, Meliconi R, Ursini F. Incidence, prevalence and mortality of systemic sclerosis in Italy: a nationwide population-based study using administrative health data. Rheumatol Int 2020; 41:129-137. [PMID: 33052445 DOI: 10.1007/s00296-020-04720-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2020] [Accepted: 10/01/2020] [Indexed: 02/06/2023]
Abstract
To study incidence, prevalence and mortality of systemic sclerosis (SSc) in Italy, assessing epidemiological differences between men and women and in distinct age groups. We performed a nationwide population-based study using administrative health data from regional co-payment exemption registries. Patients entitled with SSc-specific co-payment exemption were included. Fourteen of the 20 Italian regions contributed data covering a population of over 45 million individuals. Crude annual incidence rate, annual prevalence, crude annual mortality rate and standardised mortality ratio (SMR) were calculated. In 2016, the overall crude incidence rate of SSc was 18.5 (95% CI 16.9-20.2) per million per year. Incidence rate was 31.0 (95% CI 28.1-34.1) per million in women, and 4.3 (95% CI 3.2-5.6) per million in men. Peak incidence was observed in the age range 55-69 years. Overall annual prevalence was 306.1 (95% CI 301.1-311.2) per million. Prevalence was 530.8 (95% CI 521.5-540.2) per million in women and 67.8 (95% CI 64.4-71.3) per million in men, with a female to male ratio of 7.8:1. Highest prevalence was observed in the range 70-84 years. Crude annual mortality rate was 27.9 (95% CI 24.9-31.1) per 1000 patients. Overall SMR in patients with SSc was 2.8 (95% CI 1.9-3.8). SMR was 3.8 (95% CI 2.9-5.1) in men and 2.6 (95% CI 1.8-3.6) in women. We provided updated estimates on epidemiology of SSc in Italy. Our findings on incidence, prevalence and mortality of SSc are consistent with previously published literature.
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Affiliation(s)
- Jacopo Ciaffi
- Medicine and Rheumatology Unit, IRCCS Istituto Ortopedico Rizzoli (IOR), Via Pupilli 1, 40136, Bologna, Italy.
| | - Maria Francesca Morabito
- Department of Economics, Statistics and Finance "Giovanni Anania", University of Calabria, Cosenza, Italy
| | - Piero Ruscitti
- Rheumatology Unit, Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy
| | - Salvatore D'Angelo
- Rheumatology Department of Lucania, Rheumatology Institute of Lucania (IReL), San Carlo Hospital of Potenza, Madonna Delle Grazie Hospital of Matera, Potenza, Italy
| | - Luana Mancarella
- Medicine and Rheumatology Unit, IRCCS Istituto Ortopedico Rizzoli (IOR), Via Pupilli 1, 40136, Bologna, Italy
| | - Veronica Brusi
- Medicine and Rheumatology Unit, IRCCS Istituto Ortopedico Rizzoli (IOR), Via Pupilli 1, 40136, Bologna, Italy
| | - Giuseppina Abignano
- Rheumatology Department of Lucania, Rheumatology Institute of Lucania (IReL), San Carlo Hospital of Potenza, Madonna Delle Grazie Hospital of Matera, Potenza, Italy
| | - Valentina Pucino
- Rheumatology Research Group, Institute for Inflammation and Ageing, College of Medical and Dental Sciences, Queen Elizabeth Hospital, University of Birmingham, Birmingham, UK
| | - Roberto Giacomelli
- Rheumatology Unit, Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy
| | - Riccardo Meliconi
- Medicine and Rheumatology Unit, IRCCS Istituto Ortopedico Rizzoli (IOR), Via Pupilli 1, 40136, Bologna, Italy.,Section of Rheumatology, Department of Biomedical and Neuromotor Sciences (DIBINEM), University of Bologna, Bologna, Italy
| | - Francesco Ursini
- Medicine and Rheumatology Unit, IRCCS Istituto Ortopedico Rizzoli (IOR), Via Pupilli 1, 40136, Bologna, Italy.,Section of Rheumatology, Department of Biomedical and Neuromotor Sciences (DIBINEM), University of Bologna, Bologna, Italy
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Zanetti A, Scirè CA, Argnani L, Carrara G, Zambon A. Can the adherence to quality of care indicators for early rheumatoid arthritis in clinical practice reduce risk of hospitalisation? Retrospective cohort study based on the Record Linkage of Rheumatic Disease study of the Italian Society for Rheumatology. BMJ Open 2020; 10:e038295. [PMID: 32994247 PMCID: PMC7526308 DOI: 10.1136/bmjopen-2020-038295] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
OBJECTIVE To describe the adherence to quality of care indicators in early rheumatoid arthritis (RA) and to evaluate its impact on the risk of hospitalisation in a real-world setting. DESIGN Retrospective cohort study. SETTING Patients with early-onset RA identified from healthcare regional administrative databases by means of a validated algorithm between 2006 and 2012 in the Lombardy region (Italy). PARTICIPANTS The study cohort included 14 203 early-onset RA (71% female, mean age 60 years). OUTCOME MEASURES For each patient, a summary adherence score was calculated starting from the compliance to six quality indicators: (1-2) methotrexate or sulfasalazine or leflunomide with/without glucocorticoids, (3-4) other disease-modifying antirheumatic drugs (DMARDs) with/without glucocorticoids, (5) early interruption of glucocorticoids, (6) early clinical assessment.The relationship between low, intermediate and high categories of the summary score and the 12-month risk of hospitalisation for all causes and for RA was assessed. RESULTS During a follow-up of 1 year, 2609 hospitalisations occurred, of which 704 were for RA (main or secondary diagnosis) and 252 primarily for RA. In a 7-year period (2006-2012), early DMARDs and timely clinical monitoring treatment increased (from 52% to 62% p trend <0.001 and from 25% to 30% p trend 0.009, respectively).Intermediate and high summary adherence score categories (compared with the low category) were related significantly with a lower risk of hospitalisation (adjusted HR 0.85 (95% CI 0.77 to 0.93), p<0.001 and HR 0.76 (95% CI 0.69 to 0.84), p<0.001, respectively). Among the indicators of the adherence score, early DMARD prescription showed the strongest positive impact, while long-term use of glucocorticoids was the worst negative one. CONCLUSION In early RA, adherence to quality standards of care is associated with a lower risk of hospitalisation. Future interventions to improve the adherence to quality standards of care in this setting should decrease the risk of hospitalisation with a significant impact on individual and population health.
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Affiliation(s)
- Anna Zanetti
- Epidemiology Unit, Italian Society for Rheumatology (SIR), Milan, Italy
- Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Lombardy, Italy
| | | | - Lisa Argnani
- Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, Bologna, Emilia-Romagna, Italy
| | - Greta Carrara
- Epidemiology Unit, Italian Society for Rheumatology (SIR), Milan, Italy
| | - Antonella Zambon
- Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Lombardy, Italy
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Pezzolo E, Ciampichini R, Cazzaniga S, Sampietro G, Zucchi A, Naldi L. Psoriasis severity matters when dealing with all-cause mortality in psoriasis patients: a record linkage analysis in Northern Italy. Arch Dermatol Res 2020; 313:255-261. [PMID: 32627048 DOI: 10.1007/s00403-020-02101-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Revised: 06/19/2020] [Accepted: 06/30/2020] [Indexed: 10/23/2022]
Abstract
Psoriasis has been linked with several comorbidities and increased all-cause mortality compared with the general population. Data are still limited concerning mortality especially from Southern European countries. Between January 2012 and December 2018, we conducted a retrospective cohort study on psoriasis patients and population controls in Northern Italy. Through record linkage of health-care databases, psoriasis cases were identified, and their morbidity and mortality were compared with the general population. The Charlson index was used as an index of comorbidities. Standardized mortality ratios (SMR) were estimated for overall psoriasis cases and for patients with mild vs moderate-to-severe disease, separately. We identified 12,693 psoriasis patients (mean age: 60.8 ± 16.3 years). They had a significantly higher Charlson index compared with the general population (p < 0.001). In spite of the higher rate of comorbidities, age-specific SMR was not increased in the psoriasis population as a whole (1.04 (95% CI 0.89-1.20)) or in people with mild psoriasis. However, a 40% higher than the expected risk of all-cause mortality was documented in individuals with moderate-to-severe psoriasis (SMR: 1.41; 95% CI 1.12-1.75). Notably, an excess mortality in these patients occurred as early as age 40-49 years. The proportion of deaths from malignancies and cardiovascular diseases was remarkably high. Our results support the notion that psoriasis severity influences mortality and indicate that patients with psoriasis, especially those with severe disease, should receive appropriate screening and health education.
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Affiliation(s)
- Elena Pezzolo
- Department of Epidemiology, Erasmus MC University of Rotterdam, Rotterdam, The Netherlands.,Study Center of the Italian Group for Epidemiologic Research in Dermatology (GISED), Via Clara Maffei 4, 24121, Bergamo, Italy.,Department of Dermatology, San Bortolo Hospital, Vicenza, Italy
| | - Roberta Ciampichini
- Department of Epidemiology, Health Protection Agency of Bergamo, Bergamo, Italy
| | - Simone Cazzaniga
- Study Center of the Italian Group for Epidemiologic Research in Dermatology (GISED), Via Clara Maffei 4, 24121, Bergamo, Italy.,Department of Dermatology, Inselspital University Hospital of Bern, Bern, Switzerland
| | - Giuseppe Sampietro
- Department of Epidemiology, Health Protection Agency of Bergamo, Bergamo, Italy
| | - Alberto Zucchi
- Department of Epidemiology, Health Protection Agency of Bergamo, Bergamo, Italy
| | - Luigi Naldi
- Study Center of the Italian Group for Epidemiologic Research in Dermatology (GISED), Via Clara Maffei 4, 24121, Bergamo, Italy. .,Department of Dermatology, San Bortolo Hospital, Vicenza, Italy.
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21
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Hernández-Muñoz JJ, Wei W, Sierra-Zorita R. Prevalence of Rheumatoid Arthritis and Drug Dispensing Patterns Among Medicaid and Medicaid-Medicare Dually Eligible Beneficiaries in Puerto Rico. Arthritis Care Res (Hoboken) 2020; 73:199-206. [PMID: 32475025 DOI: 10.1002/acr.24330] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2019] [Accepted: 05/19/2020] [Indexed: 11/08/2022]
Abstract
OBJECTIVE To estimate the prevalence of rheumatoid arthritis (RA) in Puerto Rico, to describe disease-modifying antirheumatic drug (DMARD) dispensing patterns by prescriber specialty, and to illustrate the impact of RA case definition on the estimated prevalence. METHODS This study estimated the prevalence of RA in Puerto Rico during 2016 among Medicaid and Medicaid-Medicare dually eligible beneficiaries of the Mi Salud health care plan, a federally funded health insurance program. DMARD dispensing and cost patterns were described and stratified by provider specialty. A sensitivity analysis was conducted to evaluate the effect of RA case definition on estimated prevalence. RESULTS The prevalence of RA in 2016 was estimated to be 2 cases per 1,000 beneficiaries, with 3 per 1,000 beneficiaries among females, 4.5 times that of males. In total, 44% of beneficiaries received conventional synthetic DMARDs (csDMARDs) only, 32% received biologic or targeted synthetic DMARDs (b/tsDMARDs) only, and 24% received a combination of csDMARDs and b/tsDMARDs. Rheumatologists and a combination of specialties accounted for the highest median number of dispensed DMARDs, with 14 each. A sensitivity analysis revealed that when RA cases with ≥3 medical claims were restricted to having ≥1 DMARD claim, the estimated prevalence changed from 6 to 3 cases per 1,000 beneficiaries. CONCLUSION The prevalence of RA in Puerto Rico in this study is lower than reported in the mainland US, possibly due to more stringent criteria to define RA. DMARD dispensing and cost patterns are similar to those found in other studies. Claims algorithms that identify RA have higher validity when pharmacy data is included.
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Richard L, Hwang SW, Forchuk C, Nisenbaum R, Clemens K, Wiens K, Booth R, Azimaee M, Shariff SZ. Validation study of health administrative data algorithms to identify individuals experiencing homelessness and estimate population prevalence of homelessness in Ontario, Canada. BMJ Open 2019; 9:e030221. [PMID: 31594882 PMCID: PMC6797366 DOI: 10.1136/bmjopen-2019-030221] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
OBJECTIVES To validate case ascertainment algorithms for identifying individuals experiencing homelessness in health administrative databases between 2007 and 2014; and to estimate homelessness prevalence trends in Ontario, Canada, between 2007 and 2016. DESIGN A population-based retrospective validation study. SETTING Ontario, Canada, from 2007 to 2014 (validation) and 2007 to 2016 (estimation). PARTICIPANTS Our reference standard was the known housing status of a longitudinal cohort of housed (n=137 200) and homeless or vulnerably housed (n=686) individuals. Two reference standard definitions of homelessness were adopted: the housing episode and the annual housing experience (any homelessness within a calendar year). MAIN OUTCOME MEASURES Sensitivity, specificity, positive and negative predictive values and positive likelihood ratios of 30 case ascertainment algorithms for detecting homelessness using up to eight health service databases. RESULTS Sensitivity estimates ranged from 10.8% to 28.9% (housing episode definition) and 18.5% to 35.6% (annual housing experience definition). Specificities exceeded 99% and positive likelihood ratios were high using both definitions. The most optimal algorithm estimates that 59 974 (95% CI 55 231 to 65 208) Ontarians (0.53% of the adult population) experienced homelessness in 2016, a 67.3% increase from 2007. CONCLUSIONS In Ontario, case ascertainment algorithms for identifying homelessness had low sensitivity but very high specificity and positive likelihood ratio. The use of health administrative databases may offer opportunities to track individuals experiencing homelessness over time and inform efforts to improve housing and health status in this vulnerable population.
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Affiliation(s)
| | | | - Cheryl Forchuk
- Arthur Labatt Family School of Nursing, Western University, London, Ontario, Canada
| | - Rosane Nisenbaum
- St Michael's Hospital, Toronto, Ontario, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Kristin Clemens
- Schulich School of Medicine and Dentistry, Western University, London, Ontario, Canada
| | - Kathryn Wiens
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Richard Booth
- Arthur Labatt Family School of Nursing, Western University, London, Ontario, Canada
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Benchimol EI, Smeeth L, Guttmann A, Harron K, Moher D, Petersen I, Sørensen HT, Januel JM, von Elm E, Langan SM. La déclaration RECORD (Reporting of Studies Conducted Using Observational Routinely Collected Health Data) : directives pour la communication des études réalisées à partir de données de santé collectées en routine. CMAJ 2019; 191:E216-E230. [PMID: 30803952 PMCID: PMC6389451 DOI: 10.1503/cmaj.181309] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Affiliation(s)
- Eric I Benchimol
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - Liam Smeeth
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - Astrid Guttmann
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - Katie Harron
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - David Moher
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - Irene Petersen
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - Henrik T Sørensen
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - Jean-Marie Januel
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - Erik von Elm
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
| | - Sinéad M Langan
- Institut de recherche du Centre hospitalier pour enfants de l'est de l'Ontario (Benchimol) ; Département de pédiatrie (Benchimol), Université d'Ottawa ; École d'épidémiologie et de santé publique (Benchimol, Moher), Université d'Ottawa, Ottawa, Ont. ; ICES (Benchimol, Guttmann), Toronto, Ont. ; London School of Hygiene and Tropical Medicine (Smeeth, Harron, Langan), Londres, Royaume-Uni ; Department of Paediatrics (Guttmann), The Hospital for Sick Children; Institute of Health Policy, Management and Evaluation (Guttmann), University of Toronto, Toronto, Ont. ; Institut de recherche de l'Hôpital d'Ottawa (Moher), Ottawa, Ont. ; Département de soins primaires et santé publique (Petersen), University College London, Londres, Royaume-Uni ; Département d'épidémiologie clinique (Sørensen), université d'Aarhus, Aarhus, Danemark ; Management des organisations de santé (EA 7348 MOS) (Januel), Institut du Management, École des hautes études en santé publique, Rennes, France ; Chaire d'excellence en Management de la santé (Januel), Université Sorbonne Paris Cité, Paris, France ; Cochrane Suisse (von Elm), Institut universitaire de médecine sociale et préventive, Université de Lausanne, Lausanne, Suisse
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Generali E, Carrara G, Kallikourdis M, Condorelli G, Bortoluzzi A, Scirè CA, Selmi C. Risk of hospitalization for heart failure in rheumatoid arthritis patients treated with etanercept and abatacept. Rheumatol Int 2018; 39:239-243. [DOI: 10.1007/s00296-018-4196-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Accepted: 11/02/2018] [Indexed: 12/19/2022]
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25
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Silvagni E, Bortoluzzi A, Carrara G, Zanetti A, Govoni M, Scirè CA. Comparative effectiveness of first-line biological monotherapy use in rheumatoid arthritis: a retrospective analysis of the RECord-linkage On Rheumatic Diseases study on health care administrative databases. BMJ Open 2018; 8:e021447. [PMID: 30206082 PMCID: PMC6144331 DOI: 10.1136/bmjopen-2017-021447] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
OBJECTIVE These analyses aim to comparatively evaluate the persistence on treatment of different biological disease-modifying antirheumatic drugs (bDMARDs) when administered in monotherapy compared with combination with conventional synthetic disease-modifying antirheumatic drugs (csDMARDs) in rheumatoid arthritis (RA) patients receiving first-line biologics. DESIGN This is a retrospective observational study on Administrative Healthcare Databases. METHODS Data were extracted from healthcare databases of the Lombardy Region, Italy (2004-2013), as a part of the RECord-linkage On Rheumatic Diseases study, on behalf of the Italian Society for Rheumatology. Analyses included patients with RA starting first-line approved course of bDMARDs and evaluated drug survival by using Cox proportional hazard models. Results are presented as HRs and 95% CI, crude and adjusted for prespecified confounders (age, sex, disease duration, Charlson Comorbidity Index (CCI), previous infections, use of concomitant glucocorticoids or non-steroidal anti-inflammatory drugs (NSAIDs)). RESULTS 4478 patients with RA were included (17.84% monotherapy). Etanercept, adalimumab and infliximab were the most prescribed first-line biologics. bDMARD monotherapy was associated with longer disease duration, higher CCI, lower glucocorticoids and NSAIDs use. Compared with monotherapy, combination associated with a lower risk of failure (adjusted HR 0.79, 95% CI 0.72 to 0.88). Among monotherapies, considering etanercept as reference, adalimumab (1.28, 95% CI 1.03 to 1.59) and infliximab (2.41, 95% CI 1.85 to 3.15) had higher risk of failure. Concomitant methotrexate (0.78, 95% CI 0.70 to 0.87), leflunomide (0.80, 95% CI 0.65 to 0.98) or csDMARD combinations (0.77, 95% CI 0.68 to 0.87) reduced the risk of bDMARD withdrawal. CONCLUSION Adalimumab and infliximab monotherapies show lower retention rate compared with etanercept. The relatively small number of therapeutic courses different from tumour necrosis factor (TNF) inhibitors makes more difficult to achieve conclusive results with other biologics. Concomitant methotrexate, leflunomide and csDMARDs combination associate with longer survival on bDMARD. Our data confirm the effectiveness of the current practices in the choice of etanercept as first-line anti-TNF monotherapy and strengthen the currently recommended use of bDMARDs in combination with csDMARDs.
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Affiliation(s)
- Ettore Silvagni
- Department of Medical Sciences, Rheumatology Unit, University of Ferrara, Cona (Ferrara), Italy
| | - Alessandra Bortoluzzi
- Department of Medical Sciences, Rheumatology Unit, University of Ferrara, Cona (Ferrara), Italy
| | - Greta Carrara
- Epidemiology Unit, Italian Society for Rheumatology (SIR), Milan, Italy
| | - Anna Zanetti
- Epidemiology Unit, Italian Society for Rheumatology (SIR), Milan, Italy
| | - Marcello Govoni
- Department of Medical Sciences, Rheumatology Unit, University of Ferrara, Cona (Ferrara), Italy
| | - Carlo Alberto Scirè
- Department of Medical Sciences, Rheumatology Unit, University of Ferrara, Cona (Ferrara), Italy
- Epidemiology Unit, Italian Society for Rheumatology (SIR), Milan, Italy
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Ho C, Guilcher SJT, McKenzie N, Mouneimne M, Williams A, Voth J, Chen Y, Cronin S, Noonan VK, Jaglal SB. Validation of Algorithm to Identify Persons with Non-traumatic Spinal Cord Dysfunction in Canada Using Administrative Health Data. Top Spinal Cord Inj Rehabil 2018; 23:333-342. [PMID: 29339909 DOI: 10.1310/sci2304-333] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Background: Administrative health data, such as the hospital Discharge Abstract Database (DAD), can potentially be used to identify patients with non-traumatic spinal cord dysfunction (NTSCD). Algorithms utilizing administrative health data for this purpose should be validated before clinical use. Objective: To validate an algorithm designed to identify patients with NTSCD through DAD. Method: DAD between 2006 and 2016 for Southern Alberta in Canada were obtained through Alberta Health Services. Cases of NTSCD were identified using the algorithm designed by the research team. These were then validated by chart review using electronic medical records where possible and paper records where electronic records were unavailable. Measures of diagnostic accuracy including sensitivity, specificity, and positive and negative predictive values and 95% confidence intervals (CI) were computed. Results: Two hundred and eighty cases were identified to have both the administrative codes for neurological impairments and NTSCD etiology. Twenty-eight cases were excluded from analysis as 5 had inadequate medical record information, 17 had traumatic spinal cord injury, and 6 were considered "other" non-spinal cord conditions. Measures of diagnostic accuracy that were computed were sensitivity 97% (95% CI, 94%-98%), specificity 60% (95% CI, 47%-73%), positive predictive value (PPV) 92% (95% CI, 88%-95%), and negative predictive value (NPV) 80% (95% CI, 65%-90%). The most prevalent etiologies were degenerative (36.9%), infection (19.0%), oncology malignant (15.1%), and vascular (10.3%). Conclusion: Our algorithm has high sensitivity and PPV and satisfactory specificity and NPV for the identification of persons with NTSCD using DAD, though the limitations for using this method should be recognized.
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Affiliation(s)
- Chester Ho
- Division of Physical Medicine & Rehabilitation, Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta.,Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta.,Alberta Health Services
| | - Sara J T Guilcher
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario.,Centre for Urban Health Solutions, St. Michael's Hospital, Toronto, Ontario.,Institute for Clinical Evaluative Sciences, Toronto, Ontario
| | - Nicole McKenzie
- Division of Physical Medicine & Rehabilitation, Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta
| | | | | | - Jennifer Voth
- Toronto Rehabilitation Institute-University Health Network, Toronto, Ontario
| | | | - Shawna Cronin
- Toronto Rehabilitation Institute-University Health Network, Toronto, Ontario.,Institute of Health Policy, Management, and Evaluation, Toronto, Ontario
| | | | - Susan B Jaglal
- Institute for Clinical Evaluative Sciences, Toronto, Ontario.,Toronto Rehabilitation Institute-University Health Network, Toronto, Ontario.,Institute of Health Policy, Management, and Evaluation, Toronto, Ontario.,Department of Physical Therapy, University of Toronto, Toronto, Ontario
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Carioli G, Bonifazi M, Rossi M, Zambelli A, Franchi M, Zocchetti C, Gasparini S, Corrao G, La Vecchia C, Negri E. Management and Survival of Pleural Mesothelioma: A Record Linkage Study. Respiration 2018; 95:405-413. [PMID: 29421798 DOI: 10.1159/000486578] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2017] [Accepted: 01/02/2018] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Pleural mesothelioma (PM) is a rare, highly lethal tumor. A definite consensus on its management has yet to be established. OBJECTIVES To assess management, overall survival (OS), and their predictors in a cohort of patients from Lombardy, the largest Italian region (about 10 million inhabitants). METHODS Through a record linkage between Lombardy health care administrative databases, we identified patients diagnosed with PM in 2006-2011 without history of cancer, evaluating their management. OS from PM diagnosis was estimated using the Kaplan-Meier method. Predictors of OS and of treatment were assessed using Cox regression models with time-dependent covariates when appropriate. RESULTS Out of 1,326 patients, 754 (56.9%) received treatment for PM: 205 (15.5%) underwent surgery, and 696 (52.5%) used chemotherapy. Surgery was spread across several hospitals, and most patients diagnosed in nonspecialized centers (70%) underwent surgery in the same centers. Age at diagnosis was a strong inverse determinant of surgery. Determinants of receiving chemotherapy were younger age, a more recent first diagnosis, and first diagnosis in a specialized center. OS was 45.4% at 1 year, 24.8% at 2 years, and 9.6% at 5 years (median 11 months). OS decreased with age, and was higher for those who underwent surgery, but not for those treated with chemotherapy. CONCLUSIONS Management of PM varied widely in clinical practice, and significant predictors of treatment were younger age and recent diagnosis, though a high proportion of patients were not treated. Patients were treated in various hospitals, indicating the importance of concentrating serious rare neoplasms in Comprehensive Cancer Centers (as recognized by the Italian Health Ministry).
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Affiliation(s)
- Greta Carioli
- Department of Clinical Sciences and Community Health, Universitá degli Studi di Milano, Milan, Italy
| | - Martina Bonifazi
- Department of Biomedical Sciences and Public Health, Universitá Politecnica delle Marche, and Pulmonary Diseases Unit, Department of Internal Medicine, Azienda Ospedaliero-Universitaria "Ospedali Riuniti", Ancona, Italy
| | - Marta Rossi
- Department of Clinical Sciences and Community Health, Universitá degli Studi di Milano, Milan, Italy
| | - Alberto Zambelli
- Department of Medical Oncology, Ospedale Papa Giovanni XXIII, Bergamo, Italy
| | - Matteo Franchi
- Laboratory of Healthcare Research and Pharmacoepidemiology, Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Italy
| | - Carlo Zocchetti
- RESISS - Ricerche e Studi in Sanità e Salute, Gallarate, Italy
| | - Stefano Gasparini
- Department of Biomedical Sciences and Public Health, Universitá Politecnica delle Marche, and Pulmonary Diseases Unit, Department of Internal Medicine, Azienda Ospedaliero-Universitaria "Ospedali Riuniti", Ancona, Italy
| | - Giovanni Corrao
- Laboratory of Healthcare Research and Pharmacoepidemiology, Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Italy
| | - Carlo La Vecchia
- Department of Clinical Sciences and Community Health, Universitá degli Studi di Milano, Milan, Italy
| | - Eva Negri
- Department of Biomedical and Clinical Sciences, Universitá degli Studi di Milano, Milan, Italy
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Caprioli M, Carrara G, Sakellariou G, Silvagni E, Scirè CA. Influence of aromatase inhibitors therapy on the occurrence of rheumatoid arthritis in women with breast cancer: results from a large population-based study of the Italian Society for Rheumatology. RMD Open 2017; 3:e000523. [PMID: 29071118 PMCID: PMC5640089 DOI: 10.1136/rmdopen-2017-000523] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2017] [Revised: 08/31/2017] [Accepted: 09/04/2017] [Indexed: 11/20/2022] Open
Abstract
Objectives The purpose of this study was to evaluate the risk of developing rheumatoid arthritis (RA) in a population of patients with breast cancer treated with aromatase inhibitors (AIs) compared with tamoxifen. Methods Data were collected from the administrative healthcare database of Lombardy Region, Italy, from 2004 to 2013. This study follows a nested cohort design, including women with a diagnosis of breast cancer starting treatment with tamoxifen, anastrozole, exemestane or letrozole. The risk of RA related to the prescription of the different drugs was estimated by survival models for competing risks and the results are presented as hazard ratios (HRs) and 95% confidence intervals (95% CI), adjusted for age and cancer severity. Results Out of total 10 493 women with breast cancer with a median (IQR) age of 66 (57–74), 7533 (71.8%) started an active treatment with AIs or tamoxifen. In this subgroup a total of 113 new cases of RA developed during the 26 105.9 person-year of 10 186 exposure periods, including time varying exposures in the same patient. Using tamoxifen as reference category, AIs therapy was associated with an increased risk of RA (adjusted HR 1.62 (95%1.03–2.56)), in particular in patients receiving anastrozole, even after adjusting for age and level of neoplasia: (adjusted HR 1.75 (95%1.07–2.86)). Conclusions In a large population-based sample of women with breast cancer, exposure to AIs compared with tamoxifen is associated with a significantly increased risk of RA, which is not influenced by the cancer severity and the relationship of age with indication to specific drugs.
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Affiliation(s)
- Marta Caprioli
- Division of Rheumatology and Clinical Immunology, Humanitas Clinical and Research Center, Rozzano, Italy
| | - Greta Carrara
- Epidemiology Unit, Italian Society for Rheumatology (SIR), Milan, Italy
| | - Garifallia Sakellariou
- Chair and Division of Rheumatology, IRCCS Policlinico San Matteo Foundation, University of Pavia, Pavia, Italy
| | - Ettore Silvagni
- Rheumatology Unit, Department of Medical Sciences, University of Ferrara, Ferrara, Italy
| | - Carlo Alberto Scirè
- Epidemiology Unit, Italian Society for Rheumatology (SIR), Milan, Italy.,Rheumatology Unit, Department of Medical Sciences, University of Ferrara, Ferrara, Italy
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Giorda CB, Carnà P, Romeo F, Costa G, Tartaglino B, Gnavi R. Prevalence, incidence and associated comorbidities of treated hypothyroidism: an update from a European population. Eur J Endocrinol 2017; 176:533-542. [PMID: 28179450 DOI: 10.1530/eje-16-0559] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Revised: 01/19/2017] [Accepted: 02/07/2017] [Indexed: 01/01/2023]
Abstract
OBJECTIVE Estimates of the prevalence of hypothyroidism in unselected populations date from the late 1990s. We present an update on the prevalence and incidence of overt hypothyroidism in Piedmont, northwest Italy and examine the association between hypothyroidism and multiple chronic comorbidities. DESIGN AND METHODS Data were obtained from drug prescription and hospital discharge databases. Individuals who had received at least two levothyroxine prescriptions in 2012 were defined as having hypothyroidism; those who had undergone thyroidectomy or I131 irradiation in the previous 5 years were defined as having iatrogenic hypothyroidism and those who had either obtained exemption from treatment co-payment or had been discharged from hospital with a chronic comorbidity (diabetes and connective tissue diseases) were identified as having one of these conditions. RESULTS The overall crude prevalence was 31.1/1000 (2.3/1000 for iatrogenic hypothyroidism) and the overall crude incidence was 7/1000. The average daily dose of thyroxine (122 µg) roughly corresponded to 1.7 µg/kg. There was a strong association between hypothyroidism and diabetes (type 1, type 2 or gestational) and with autoimmune diseases, with the odds ratio ranging from 1.43 (1.02-1.99) for psoriatic arthritis to 4.99 (3.06-8.15) for lupus erythematosus. CONCLUSIONS As compared with previous estimates, the prevalence of hypothyroidism rose by about 35%, driven mainly by non-iatrogenic forms. The increase may be due to either population aging or improved diagnostic capability or both. The frequent co-occurrence of hypothyroidism with other multiple chronic conditions characterizes it more as a comorbidity rather than an isolated chronic disease.
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Affiliation(s)
| | - Paolo Carnà
- Epidemiology UnitRegione Piemonte, Grugliasco, Italy
| | | | - Giuseppe Costa
- Epidemiology UnitRegione Piemonte, Grugliasco, Italy
- Department of Public HealthUniversity of Torino, Torino, Italy
| | | | - Roberto Gnavi
- Epidemiology UnitRegione Piemonte, Grugliasco, Italy
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30
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Smith MG, Royer J, Mann JR, McDermott S. Using Administrative Data to Ascertain True Cases of Muscular Dystrophy: Rare Disease Surveillance. JMIR Public Health Surveill 2017; 3:e2. [PMID: 28082256 PMCID: PMC5269556 DOI: 10.2196/publichealth.6720] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2016] [Revised: 11/29/2016] [Accepted: 12/19/2016] [Indexed: 12/14/2022] Open
Abstract
Background Administrative records from insurance and hospital discharge data sources are important public health tools to conduct passive surveillance of disease in populations. Identifying rare but catastrophic conditions is a challenge since approaches for maximizing valid case detection are not firmly established. Objective The purpose of our study was to explore a number of algorithms in which International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) codes and other administrative variables could be used to identify cases of muscular dystrophy (MD). Methods We used active surveillance to identify possible cases of MD in medical practices in neurology, genetics, and orthopedics in 5 urban South Carolina counties and to identify the cases that had diagnostic support (ie, true cases). We then developed an algorithm to identify cases based on a combination of ICD-9-CM codes and administrative variables from a public (Medicaid) and private insurer claims-based system and a statewide hospital discharge dataset (passive surveillance). Cases of all types of MD and those with Duchenne or Becker MD (DBMD) that were common to both surveillance systems were examined to identify the most specific administrative variables for ascertainment of true cases. Results Passive statewide surveillance identified 3235 possible cases with MD in the state, and active surveillance identified 2057 possible cases in 5 actively surveilled counties that included 2 large metropolitan areas where many people seek medical care. There were 537 common cases found in both the active and passive systems, and 260 (48.4%) were confirmed by active surveillance to be true cases. Of the 260 confirmed cases, 70 (26.9%) were recorded as DBMD. Conclusions Accuracy of finding a true case in a passive surveillance system was improved substantially when specific diagnosis codes, number of times a code was used, age of the patient, and specialty provider variables were used.
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Affiliation(s)
- Michael G Smith
- Bureau of Maternal and Child HealthDivision of Research and PlanningSouth Carolina Department of Health and Environmental ControlColumbia, SCUnited States
| | - Julie Royer
- South Carolina Budget and Control BoardRevenue and Fiscal Affairs OfficeColumbia, SCUnited States
| | - Joshua R Mann
- Department of Preventive MedicineUniversity of Mississippi Medical CenterJackson, MSUnited States
| | - Suzanne McDermott
- Department of Epidemiology and BiostatisticsUniversity of South CarolinaColumbia, SCUnited States
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Benchimol EI, Smeeth L, Guttmann A, Harron K, Hemkens LG, Moher D, Petersen I, Sørensen HT, von Elm E, Langan SM. [The REporting of studies Conducted using Observational Routinely-collected health Data (RECORD) statement]. ZEITSCHRIFT FUR EVIDENZ FORTBILDUNG UND QUALITAET IM GESUNDHEITSWESEN 2016; 115-116:33-48. [PMID: 27837958 PMCID: PMC5330542 DOI: 10.1016/j.zefq.2016.07.010] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Accepted: 07/18/2016] [Indexed: 12/17/2022]
Abstract
Zunehmend werden routinemäßig gesammelte Gesundheitsdaten, die zu administrativen und klinischen Zwecken und ohne spezifische, a priori festgelegte Forschungsziele erhoben wurden, auch für die Forschung eingesetzt. Die rasche Entwicklung und Verfügbarkeit dieser Daten machten Probleme deutlich, die in den bestehenden Berichts-Leitlinien, wie dem STROBE-Statement (Strengthening the Reporting of Observational Studies in Epidemiology) nicht behandelt werden. Das RECORD-Statement (REporting of studies Conducted using Observational Routinely-collected health Data) wurde entwickelt, um diese Lücken zu schließen. RECORD ist als Erweiterung des STROBE-Statements gedacht, um Punkte abzudecken, die spezifisch sind beim Berichten von Beobachtungsstudien, die routinemäßig gesammelte Gesundheitsdaten verwenden. RECORD besteht aus einer Checkliste von 13 Punkten mit Bezug zu Titel, Abstract, Einleitung, Methoden-, Ergebnis- und Diskussionsteil von Artikeln sowie zu anderen Informationen, die in Forschungsberichten dieser Art enthalten sein sollten. Dieses Dokument enthält die Checkliste sowie Erläuterungen und weitere Erklärungen, um die Verwendung der Checkliste zu verbessern. Beispiele für ein gutes Berichten der einzelnen Punkte der RECORD-Checkliste sind ebenfalls in diesem Dokument enthalten. Dieses Dokument sowie die zugehörige Website und ein Forum (http://www.record-statement.org) werden die Umsetzung und das Verständnis von RECORD verbessern. Autoren, Redakteure von Fachzeitschriften und Peer-Reviewer können die Transparenz beim Berichten von Forschungsergebnissen erhöhen, indem sie RECORD anwenden.
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Affiliation(s)
- Eric I Benchimol
- Children's Hospital of Eastern Ontario Research Institute, Department of Pediatrics and School of Epidemiology, Public Health and Preventive Medicine, University of Ottawa, Ottawa, Canada; Institute for Clinical Evaluative Sciences, Toronto, Canada.
| | - Liam Smeeth
- London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Astrid Guttmann
- Institute for Clinical Evaluative Sciences, Toronto, Canada; Hospital for Sick Children, Department of Paediatrics and Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada
| | - Katie Harron
- London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Lars G Hemkens
- Basel Institute for Clinical Epidemiology and Biostatistics, University Hospital Basel, Switzerland
| | - David Moher
- Ottawa Hospital Research Institute, Ottawa, Canada, and School of Epidemiology, Public Health and Preventative Medicine, University of Ottawa, Ottawa, Canada
| | - Irene Petersen
- Department of Primary Care and Population Health, University College London (UCL), London, United Kingdom
| | - Henrik T Sørensen
- Department of Clinical Epidemiology, Aarhus University, Aarhus, Denmark
| | - Erik von Elm
- Cochrane Switzerland, Institute of Social and Preventive Medicine, University Medical Centre Lausanne, Lausanne, Switzerland
| | - Sinéad M Langan
- London School of Hygiene and Tropical Medicine, London, United Kingdom.
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Benchimol EI, Smeeth L, Guttmann A, Harron K, Moher D, Petersen I, Sørensen HT, von Elm E, Langan SM. The REporting of studies Conducted using Observational Routinely-collected health Data (RECORD) statement. PLoS Med 2015; 12:e1001885. [PMID: 26440803 PMCID: PMC4595218 DOI: 10.1371/journal.pmed.1001885] [Citation(s) in RCA: 2739] [Impact Index Per Article: 304.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Routinely collected health data, obtained for administrative and clinical purposes without specific a priori research goals, are increasingly used for research. The rapid evolution and availability of these data have revealed issues not addressed by existing reporting guidelines, such as Strengthening the Reporting of Observational Studies in Epidemiology (STROBE). The REporting of studies Conducted using Observational Routinely collected health Data (RECORD) statement was created to fill these gaps. RECORD was created as an extension to the STROBE statement to address reporting items specific to observational studies using routinely collected health data. RECORD consists of a checklist of 13 items related to the title, abstract, introduction, methods, results, and discussion section of articles, and other information required for inclusion in such research reports. This document contains the checklist and explanatory and elaboration information to enhance the use of the checklist. Examples of good reporting for each RECORD checklist item are also included herein. This document, as well as the accompanying website and message board (http://www.record-statement.org), will enhance the implementation and understanding of RECORD. Through implementation of RECORD, authors, journals editors, and peer reviewers can encourage transparency of research reporting.
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Affiliation(s)
- Eric I. Benchimol
- Children’s Hospital of Eastern Ontario Research Institute, Department of Pediatrics and School of Epidemiology, Public Health and Preventive Medicine, University of Ottawa, Ottawa, Canada
- Institute for Clinical Evaluative Sciences, Toronto, Canada
| | - Liam Smeeth
- London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Astrid Guttmann
- Institute for Clinical Evaluative Sciences, Toronto, Canada
- Hospital for Sick Children, Department of Paediatrics and Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada
| | - Katie Harron
- London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - David Moher
- Ottawa Hospital Research Institute, Ottawa, Canada, and School of Epidemiology, Public Health and Preventive Medicine, University of Ottawa, Ottawa, Canada
| | - Irene Petersen
- Department of Primary Care and Population Health, University College London, London, United Kingdom
| | | | - Erik von Elm
- Cochrane Switzerland, Institute of Social and Preventive Medicine, University of Lausanne, Lausanne, Switzerland
| | - Sinéad M. Langan
- London School of Hygiene and Tropical Medicine, London, United Kingdom
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